Let's suppose you have a population of 1000 people.
If the incidence rate of the disease is 0.9%, it means that 1000(0.009) = 9 people will have the disease
It means that 991 people will not have the disease.
Of the 9 people who have the disease, 4% of them will test negative, then 9(0.04) = 0.36 people will test negative, so the remaining 8.64 people will test positive.
Of the 991 people who don't have the disease, 991(0.02) = 19.82 people will test postive.
Then, the probability will be:
![\begin{gathered} \frac{8.64\text{ truly positives}}{28.46\text{ total positives}} \\ =\text{ 0.30358} \\ =0.30358\text{ \lparen100\%\rparen} \\ =30.358\text{ \%} \end{gathered}](https://img.qammunity.org/2023/formulas/mathematics/college/87u1pjyyqy7u5wqu7mk54b00ha0l83l1uh.png)
The probability is 0.30358 or 30.358%